{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from business import Business\n",
    "business = Business()\n",
    "business()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python310",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
